Pandas Profiling Report

Dataset info

Number of variables	43
Number of observations	125973
Missing cells	0 (0.0%)
Duplicate rows	9 (< 0.1%)
Total size in memory	41.3 MiB
Average record size in memory	344.0 B

Variables types

Numeric	22
Categorical	7
Boolean	6
Date	0
URL	0
Text (Unique)	0
Rejected	8
Unsupported	0

Warnings

Dataset has 9 (< 0.1%) duplicate rows	Warning
`diff_srv_rate` has 76217 (60.5%) zeros	Zeros
`dst_bytes` is highly skewed (γ1 = 290.0529108)	Skewed
`dst_bytes` has 67967 (54.0%) zeros	Zeros
`dst_host_diff_srv_rate` has 46989 (37.3%) zeros	Zeros
`dst_host_rerror_rate` has 103178 (81.9%) zeros	Zeros
`dst_host_same_src_port_rate` has 63023 (50.0%) zeros	Zeros
`dst_host_same_srv_rate` has 6927 (5.5%) zeros	Zeros
`dst_host_serror_rate` has 81386 (64.6%) zeros	Zeros
`dst_host_srv_diff_host_rate` has 86904 (69.0%) zeros	Zeros
`dst_host_srv_rerror_rate` is highly correlated with `dst_host_rerror_rate` (ρ = 0.9246878916)	Rejected
`dst_host_srv_serror_rate` is highly correlated with `dst_host_serror_rate` (ρ = 0.9850522228)	Rejected
`duration` has 115955 (92.0%) zeros	Zeros
`hot` has 123302 (97.9%) zeros	Zeros
`num_access_files` is highly skewed (γ1 = 45.55496112)	Skewed
`num_access_files` has 125602 (99.7%) zeros	Zeros
`num_compromised` is highly skewed (γ1 = 250.1078834)	Skewed
`num_compromised` has 124687 (99.0%) zeros	Zeros
`num_failed_logins` is highly skewed (γ1 = 53.7644243)	Skewed
`num_failed_logins` has 125851 (99.9%) zeros	Zeros
`num_file_creations` is highly skewed (γ1 = 55.66534083)	Skewed
`num_file_creations` has 125686 (99.8%) zeros	Zeros
`num_outbound_cmds` has constant value "0"	Rejected
`num_root` is highly correlated with `num_compromised` (ρ = 0.9988334526)	Rejected
`rerror_rate` is highly correlated with `dst_host_srv_rerror_rate` (ρ = 0.9644486655)	Rejected
`same_srv_rate` has 2766 (2.2%) zeros	Zeros
`serror_rate` is highly correlated with `dst_host_srv_serror_rate` (ρ = 0.9811389586)	Rejected
`service` has a high cardinality: 70 distinct values	Warning
`src_bytes` is highly skewed (γ1 = 190.669347)	Skewed
`src_bytes` has 49392 (39.2%) zeros	Zeros
`srv_diff_host_rate` has 97574 (77.5%) zeros	Zeros
`srv_rerror_rate` is highly correlated with `rerror_rate` (ρ = 0.989007653)	Rejected
`srv_serror_rate` is highly correlated with `serror_rate` (ρ = 0.9932892425)	Rejected

attack
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	67343
1	58630

Toggle details

Value	Count	Frequency (%)
0	67343	53.5%
1	58630	46.5%

count
Numeric

Distinct count	512
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	84.10755479
Minimum	0
Maximum	511
Zeros (%)	< 0.1%

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Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	14
Q3	143
95-th percentile	286
Maximum	511
Range	511
Interquartile range	141

Descriptive statistics

Standard deviation	114.5086074
Coef of variation	1.361454481
Kurtosis	2.006916631
Mean	84.10755479
MAD	93.68926792
Skewness	1.514274519
Sum	10595281
Variance	13112.22116
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 4.825e+02 5.075e+02 5.085e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%
5	2980	2.4%
6	2413	1.9%
7	2325	1.8%
8	1902	1.5%
9	1712	1.4%
10	1610	1.3%
Other values (502)	68282	54.2%

Minimum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	27763	22.0%
2	9474	7.5%
3	3962	3.1%
4	3550	2.8%

Maximum 5 values

Value	Count	Frequency (%)
511	1437	1.1%
510	307	0.2%
509	243	0.2%
508	31	< 0.1%
507	6	< 0.1%

diff_srv_rate
Numeric

Distinct count	95
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.06305263826
Minimum	0
Maximum	1
Zeros (%)	60.5%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.06
95-th percentile	0.29
Maximum	1
Range	1
Interquartile range	0.06

Descriptive statistics

Standard deviation	0.1803144075
Coef of variation	2.859744056
Kurtosis	18.8994721
Mean	0.06305263826
MAD	0.08005609995
Skewness	4.379815401
Sum	7942.93
Variance	0.03251328556
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.045 ... 0.935 0.965 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	76217	60.5%
0.06	18998	15.1%
0.07	9515	7.6%
0.05	6887	5.5%
1	3438	2.7%
0.08	1883	1.5%
0.01	1013	0.8%
0.09	645	0.5%
0.04	627	0.5%
0.5	549	0.4%
Other values (85)	6201	4.9%

Minimum 5 values

Value	Count	Frequency (%)
0	76217	60.5%
0.01	1013	0.8%
0.02	264	0.2%
0.03	282	0.2%
0.04	627	0.5%

Maximum 5 values

Value	Count	Frequency (%)
1	3438	2.7%
0.99	39	< 0.1%
0.98	6	< 0.1%
0.97	7	< 0.1%
0.96	29	< 0.1%

dst_bytes
Numeric

Distinct count	9326
Unique (%)	7.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19779.11442
Minimum	0
Maximum	1309937401
Zeros (%)	54.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	516
95-th percentile	8314
Maximum	1309937401
Range	1309937401
Interquartile range	516

Descriptive statistics

Standard deviation	4021269.151
Coef of variation	203.3088573
Kurtosis	90941.73453
Mean	19779.11442
MAD	37014.14151
Skewness	290.0529108
Sum	2491634381
Variance	1.617060559e+13
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000000e+00 5.0000000e-01 2.0000000e+00 3.5000000e+00 4.5000000e+00 ... 5.1306940e+06 5.1507810e+06 5.1511015e+06 5.1546195e+06 1.3099374e+09], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	67967	54.0%
105	1497	1.2%
8314	888	0.7%
330	528	0.4%
331	512	0.4%
44	511	0.4%
42	478	0.4%
328	470	0.4%
332	469	0.4%
4	454	0.4%
Other values (9316)	52199	41.4%

Minimum 5 values

Value	Count	Frequency (%)
0	67967	54.0%
1	22	< 0.1%
3	1	< 0.1%
4	454	0.4%
5	4	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
1309937401	1	< 0.1%
400291060	2	< 0.1%
7028652	1	< 0.1%
5155468	1	< 0.1%
5153771	1	< 0.1%

dst_host_count
Numeric

Distinct count	256
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	182.1489446
Minimum	0
Maximum	255
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	3
Q1	82
Median	255
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range	173

Descriptive statistics

Standard deviation	99.20621303
Coef of variation	0.544643359
Kurtosis	-1.065772798
Mean	182.1489446
MAD	89.49111684
Skewness	-0.8334376779
Sum	22945849
Variance	9841.872705
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 ... 130.5 178.5 217.5 254.5 255. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
255	74099	58.8%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%
5	723	0.6%
6	701	0.6%
7	645	0.5%
8	595	0.5%
9	578	0.5%
Other values (246)	40302	32.0%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	3119	2.5%
2	2733	2.2%
3	1280	1.0%
4	1198	1.0%

Maximum 5 values

Value	Count	Frequency (%)
255	74099	58.8%
254	70	0.1%
253	89	0.1%
252	77	0.1%
251	90	0.1%

dst_host_diff_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.08295110857
Minimum	0
Maximum	1
Zeros (%)	37.3%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0.02
Q3	0.07
95-th percentile	0.56
Maximum	1
Range	1
Interquartile range	0.07

Descriptive statistics

Standard deviation	0.1889217999
Coef of variation	2.277507838
Kurtosis	12.63440958
Mean	0.08295110857
MAD	0.09559500309
Skewness	3.609600381
Sum	10449.6
Variance	0.03569144648
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.915 0.945 0.975 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	46989	37.3%
0.07	16570	13.2%
0.06	9787	7.8%
0.01	9295	7.4%
0.05	7321	5.8%
0.08	7001	5.6%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%
0.09	2569	2.0%
Other values (91)	13071	10.4%

Minimum 5 values

Value	Count	Frequency (%)
0	46989	37.3%
0.01	9295	7.4%
0.02	6716	5.3%
0.03	3563	2.8%
0.04	3091	2.5%

Maximum 5 values

Value	Count	Frequency (%)
1	2139	1.7%
0.99	31	< 0.1%
0.98	35	< 0.1%
0.97	86	0.1%
0.96	63	0.1%

dst_host_rerror_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.1188318132
Minimum	0
Maximum	1
Zeros (%)	81.9%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.306557458
Coef of variation	2.579759156
Kurtosis	3.69274866
Mean	0.1188318132
MAD	0.2018455192
Skewness	2.347445837
Sum	14969.6
Variance	0.09397747507
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.885 0.925 0.975 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	103178	81.9%
1	10298	8.2%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.05	409	0.3%
0.04	397	0.3%
0.91	267	0.2%
0.92	257	0.2%
0.89	244	0.2%
Other values (91)	7404	5.9%

Minimum 5 values

Value	Count	Frequency (%)
0	103178	81.9%
0.01	1800	1.4%
0.02	1222	1.0%
0.03	497	0.4%
0.04	397	0.3%

Maximum 5 values

Value	Count	Frequency (%)
1	10298	8.2%
0.99	52	< 0.1%
0.98	68	0.1%
0.97	106	0.1%
0.96	168	0.1%

dst_host_same_src_port_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.148378859
Minimum	0
Maximum	1
Zeros (%)	50.0%

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Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.06
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.06

Descriptive statistics

Standard deviation	0.3089971304
Coef of variation	2.082487576
Kurtosis	2.762402078
Mean	0.148378859
MAD	0.217753766
Skewness	2.087039441
Sum	18691.73
Variance	0.09547922658
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.815 0.945 0.965 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
1	10307	8.2%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%
0.05	1664	1.3%
0.06	1299	1.0%
0.08	1086	0.9%
0.5	1077	0.9%
Other values (91)	18743	14.9%

Minimum 5 values

Value	Count	Frequency (%)
0	63023	50.0%
0.01	17657	14.0%
0.02	5743	4.6%
0.03	3278	2.6%
0.04	2096	1.7%

Maximum 5 values

Value	Count	Frequency (%)
1	10307	8.2%
0.99	139	0.1%
0.98	192	0.2%
0.97	145	0.1%
0.96	229	0.2%

dst_host_same_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.5212416946
Minimum	0
Maximum	1
Zeros (%)	5.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05
Median	0.51
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.95

Descriptive statistics

Standard deviation	0.4489493637
Coef of variation	0.861307467
Kurtosis	-1.884045869
Mean	0.5212416946
MAD	0.4355811986
Skewness	-0.01044802066
Sum	65662.38
Variance	0.2015555312
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	49059	38.9%
0.01	7780	6.2%
0	6927	5.5%
0.02	6593	5.2%
0.07	5672	4.5%
0.04	5208	4.1%
0.05	4951	3.9%
0.03	4049	3.2%
0.06	3444	2.7%
0.08	2816	2.2%
Other values (91)	29474	23.4%

Minimum 5 values

Value	Count	Frequency (%)
0	6927	5.5%
0.01	7780	6.2%
0.02	6593	5.2%
0.03	4049	3.2%
0.04	5208	4.1%

Maximum 5 values

Value	Count	Frequency (%)
1	49059	38.9%
0.99	688	0.5%
0.98	821	0.7%
0.97	478	0.4%
0.96	675	0.5%

dst_host_serror_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.284452462
Minimum	0
Maximum	1
Zeros (%)	64.6%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	1

Descriptive statistics

Standard deviation	0.4447840503
Coef of variation	1.563649853
Kurtosis	-1.046995556
Mean	0.284452462
MAD	0.3992350426
Skewness	0.9659523157
Sum	35833.33
Variance	0.1978328514
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.035 ... 0.925 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	81386	64.6%
1	33562	26.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.09	419	0.3%
0.08	413	0.3%
0.04	372	0.3%
0.99	304	0.2%
0.05	298	0.2%
Other values (91)	4005	3.2%

Minimum 5 values

Value	Count	Frequency (%)
0	81386	64.6%
0.01	3345	2.7%
0.02	1158	0.9%
0.03	711	0.6%
0.04	372	0.3%

Maximum 5 values

Value	Count	Frequency (%)
1	33562	26.6%
0.99	304	0.2%
0.98	169	0.1%
0.97	100	0.1%
0.96	102	0.1%

dst_host_srv_count
Numeric

Distinct count	256
Unique (%)	0.2%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	115.653005
Minimum	0
Maximum	255
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	10
Median	63
Q3	255
95-th percentile	255
Maximum	255
Range	255
Interquartile range	245

Descriptive statistics

Standard deviation	110.7027408
Coef of variation	0.957197271
Kurtosis	-1.756334887
Mean	115.653005
MAD	105.1586717
Skewness	0.2837211875
Sum	14569156
Variance	12255.09682
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 251.5 252.5 253.5 254.5 255. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
255	35993	28.6%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%
5	2336	1.9%
20	2300	1.8%
254	2238	1.8%
6	2222	1.8%
19	2190	1.7%
Other values (246)	59828	47.5%

Minimum 5 values

Value	Count	Frequency (%)
0	3	< 0.1%
1	8449	6.7%
2	5161	4.1%
3	2768	2.2%
4	2488	2.0%

Maximum 5 values

Value	Count	Frequency (%)
255	35993	28.6%
254	2238	1.8%
253	472	0.4%
252	213	0.2%
251	402	0.3%

dst_host_srv_diff_host_rate
Numeric

Distinct count	75
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.03254244957
Minimum	0
Maximum	1
Zeros (%)	69.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0.02
95-th percentile	0.18
Maximum	1
Range	1
Interquartile range	0.02

Descriptive statistics

Standard deviation	0.1125638049
Coef of variation	3.458983769
Kurtosis	35.77323559
Mean	0.03254244957
MAD	0.04923123099
Skewness	5.548174497
Sum	4099.47
Variance	0.01267061017
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.685 0.74 0.765 0.985 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	86904	69.0%
0.02	7952	6.3%
0.01	7146	5.7%
0.03	4723	3.7%
0.04	4518	3.6%
0.05	3048	2.4%
0.5	1550	1.2%
0.06	1330	1.1%
0.07	1036	0.8%
0.25	951	0.8%
Other values (65)	6815	5.4%

Minimum 5 values

Value	Count	Frequency (%)
0	86904	69.0%
0.01	7146	5.7%
0.02	7952	6.3%
0.03	4723	3.7%
0.04	4518	3.6%

Maximum 5 values

Value	Count	Frequency (%)
1	691	0.5%
0.97	2	< 0.1%
0.93	1	< 0.1%
0.88	1	< 0.1%
0.86	2	< 0.1%

dst_host_srv_rerror_rate
Highly correlated

This variable is highly correlated with dst_host_rerror_rate and should be ignored for analysis

Correlation	0.9246878916

dst_host_srv_serror_rate
Highly correlated

This variable is highly correlated with dst_host_serror_rate and should be ignored for analysis

Correlation	0.9850522228

duration
Numeric

Distinct count	2981
Unique (%)	2.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	287.14465
Minimum	0
Maximum	42908
Zeros (%)	92.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	4
Maximum	42908
Range	42908
Interquartile range	0

Descriptive statistics

Standard deviation	2604.51531
Coef of variation	9.070394693
Kurtosis	156.0768098
Mean	287.14465
MAD	558.1253359
Skewness	11.88022985
Sum	36172473
Variance	6783499.999
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.0000e+00 5.0000e-01 1.5000e+00 2.5000e+00 3.5000e+00 ... 2.7820e+04 3.0047e+04 3.2294e+04 3.6101e+04 4.2908e+04], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%
5	298	0.2%
27	197	0.2%
6	193	0.2%
28	181	0.1%
7	127	0.1%
Other values (2971)	5282	4.2%

Minimum 5 values

Value	Count	Frequency (%)
0	115955	92.0%
1	1989	1.6%
2	843	0.7%
3	557	0.4%
4	351	0.3%

Maximum 5 values

Value	Count	Frequency (%)
42908	1	< 0.1%
42888	1	< 0.1%
42862	1	< 0.1%
42837	1	< 0.1%
42804	1	< 0.1%

flag
Categorical

Distinct count	11
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

SF	74945
S0	34851
REJ	11233
Other values (8)	4944

Toggle details

Common values
Composition

Value	Count	Frequency (%)
SF	74945	59.5%
S0	34851	27.7%
REJ	11233	8.9%
RSTR	2421	1.9%
RSTO	1562	1.2%
S1	365	0.3%
SH	271	0.2%
S2	127	0.1%
RSTOS0	103	0.1%
S3	49	< 0.1%

Max length	6
Mean length	2.156041374
Min length	2
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

hot
Numeric

Distinct count	28
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2044088813
Minimum	0
Maximum	77
Zeros (%)	97.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	77
Range	77
Interquartile range	0

Descriptive statistics

Standard deviation	2.149968434
Coef of variation	10.51797955
Kurtosis	168.0142645
Mean	0.2044088813
MAD	0.4001496174
Skewness	12.58988613
Sum	25750
Variance	4.622364266
Memory size	984.3 KiB

Histogram with fixed size bins (bins=28)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 3.5 ... 21.5 24.5 26.5 31.5 77. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	123302	97.9%
2	1037	0.8%
1	369	0.3%
28	277	0.2%
30	256	0.2%
4	173	0.1%
6	140	0.1%
5	76	0.1%
24	68	0.1%
19	57	< 0.1%
Other values (18)	218	0.2%

Minimum 5 values

Value	Count	Frequency (%)
0	123302	97.9%
1	369	0.3%
2	1037	0.8%
3	54	< 0.1%
4	173	0.1%

Maximum 5 values

Value	Count	Frequency (%)
77	1	< 0.1%
44	2	< 0.1%
33	1	< 0.1%
30	256	0.2%
28	277	0.2%

is_guest_login
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	124786
1	1187

Toggle details

Value	Count	Frequency (%)
0	124786	99.1%
1	1187	0.9%

is_host_login
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125972
1	1

Toggle details

Value	Count	Frequency (%)
0	125972	> 99.9%
1	1	< 0.1%

land
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125948
1	25

Toggle details

Value	Count	Frequency (%)
0	125948	> 99.9%
1	25	< 0.1%

last_flag
Numeric

Distinct count	22
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	19.50406039
Minimum	0
Maximum	21
Zeros (%)	0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	15
Q1	18
Median	20
Q3	21
95-th percentile	21
Maximum	21
Range	21
Interquartile range	3

Descriptive statistics

Standard deviation	2.291502939
Coef of variation	0.1174885072
Kurtosis	13.36927174
Mean	19.50406039
MAD	1.638009256
Skewness	-2.896774887
Sum	2456985
Variance	5.25098572
Memory size	984.3 KiB

Histogram with fixed size bins (bins=22)

Histogram with variable size bins (bins=[ 0. 0.5 5.5 8.5 10.5 ... 17.5 18.5 19.5 20.5 21. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
21	62557	49.7%
18	20667	16.4%
20	19339	15.4%
19	10284	8.2%
15	3990	3.2%
17	3074	2.4%
16	2393	1.9%
12	729	0.6%
14	674	0.5%
11	641	0.5%
Other values (12)	1625	1.3%

Minimum 5 values

Value	Count	Frequency (%)
0	66	0.1%
1	62	< 0.1%
2	54	< 0.1%
3	65	0.1%
4	79	0.1%

Maximum 5 values

Value	Count	Frequency (%)
21	62557	49.7%
20	19339	15.4%
19	10284	8.2%
18	20667	16.4%
17	3074	2.4%

logged_in
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	76121
1	49852

Toggle details

Value	Count	Frequency (%)
0	76121	60.4%
1	49852	39.6%

num_access_files
Numeric

Distinct count	10
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.004096115834
Minimum	0
Maximum	9
Zeros (%)	99.7%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	9
Range	9
Interquartile range	0

Descriptive statistics

Standard deviation	0.09936955575
Coef of variation	24.25945939
Kurtosis	2862.804357
Mean	0.004096115834
MAD	0.008168104928
Skewness	45.55496112
Sum	516
Variance	0.00987430861
Memory size	984.3 KiB

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 9. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
5	6	< 0.1%
4	5	< 0.1%
6	4	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
9	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125602	99.7%
1	313	0.2%
2	29	< 0.1%
3	8	< 0.1%
4	5	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
9	1	< 0.1%
8	3	< 0.1%
7	2	< 0.1%
6	4	< 0.1%
5	6	< 0.1%

num_compromised
Numeric

Distinct count	88
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.2792503155
Minimum	0
Maximum	7479
Zeros (%)	99.0%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	7479
Range	7479
Interquartile range	0

Descriptive statistics

Standard deviation	23.94204224
Coef of variation	85.73684938
Kurtosis	75956.22769
Mean	0.2792503155
MAD	0.5527991569
Skewness	250.1078834
Sum	35178
Variance	573.2213868
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 4.500e+00 6.500e+00 2.250e+01 2.095e+02 9.635e+02 7.479e+03], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
4	40	< 0.1%
3	38	< 0.1%
6	19	< 0.1%
5	17	< 0.1%
7	5	< 0.1%
9	3	< 0.1%
8	3	< 0.1%
Other values (78)	87	0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	124687	99.0%
1	976	0.8%
2	98	0.1%
3	38	< 0.1%
4	40	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
7479	1	< 0.1%
1739	1	< 0.1%
1043	1	< 0.1%
884	2	< 0.1%
809	1	< 0.1%

num_failed_logins
Numeric

Distinct count	6
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.001222484183
Minimum	0
Maximum	5
Zeros (%)	99.9%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	5
Range	5
Interquartile range	0

Descriptive statistics

Standard deviation	0.04523913898
Coef of variation	37.00590945
Kurtosis	3869.069296
Mean	0.001222484183
MAD	0.002442600509
Skewness	53.7644243
Sum	154
Variance	0.002046579696
Memory size	984.3 KiB

Histogram with fixed size bins (bins=6)

Histogram with variable size bins (bins=[0. 0.5 1.5 5. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%
5	1	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125851	99.9%
1	104	0.1%
2	9	< 0.1%
3	5	< 0.1%
4	3	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
5	1	< 0.1%
4	3	< 0.1%
3	5	< 0.1%
2	9	< 0.1%
1	104	0.1%

num_file_creations
Numeric

Distinct count	35
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.01266938153
Minimum	0
Maximum	43
Zeros (%)	99.8%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	0
Maximum	43
Range	43
Interquartile range	0

Descriptive statistics

Standard deviation	0.4839350694
Coef of variation	38.19721334
Kurtosis	3603.311713
Mean	0.01266938153
MAD	0.02528103463
Skewness	55.66534083
Sum	1596
Variance	0.2341931514
Memory size	984.3 KiB

Histogram with fixed size bins (bins=35)

Histogram with variable size bins (bins=[ 0. 0.5 1.5 2.5 4.5 18.5 43. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
4	13	< 0.1%
15	5	< 0.1%
3	5	< 0.1%
5	5	< 0.1%
8	5	< 0.1%
10	5	< 0.1%
17	5	< 0.1%
Other values (25)	52	< 0.1%

Minimum 5 values

Value	Count	Frequency (%)
0	125686	99.8%
1	151	0.1%
2	41	< 0.1%
3	5	< 0.1%
4	13	< 0.1%

Maximum 5 values

Value	Count	Frequency (%)
43	1	< 0.1%
40	3	< 0.1%
38	1	< 0.1%
36	1	< 0.1%
34	1	< 0.1%

num_outbound_cmds
Constant

This variable is constant and should be ignored for analysis

Constant value	0

num_root
Highly correlated

This variable is highly correlated with num_compromised and should be ignored for analysis

Correlation	0.9988334526

num_shells
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125926
1	42
2	5

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	125926	> 99.9%
1	42	< 0.1%
2	5	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

protocol_type
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

tcp	102689
udp	14993
icmp	8291

Toggle details

Common values
Composition

Value	Count	Frequency (%)
tcp	102689	81.5%
udp	14993	11.9%
icmp	8291	6.6%

Max length	4
Mean length	3.065815691
Min length	3
Contains chars	True
Contains digits	False
Contains spaces	False
Contains non-words	False

rerror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_rerror_rate and should be ignored for analysis

Correlation	0.9644486655

root_shell
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125804
1	169

Toggle details

Value	Count	Frequency (%)
0	125804	99.9%
1	169	0.1%

same_srv_rate
Numeric

Distinct count	101
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.6609276591
Minimum	0
Maximum	1
Zeros (%)	2.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0.01
Q1	0.09
Median	1
Q3	1
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0.91

Descriptive statistics

Standard deviation	0.4396228624
Coef of variation	0.6651603339
Kurtosis	-1.609765806
Mean	0.6609276591
MAD	0.419753629
Skewness	-0.5724994801
Sum	83259.04
Variance	0.1932682612
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.035 0.065 ... 0.965 0.975 0.985 0.995 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	76812	61.0%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.07	3438	2.7%
0.04	3227	2.6%
0.06	3220	2.6%
0.05	3088	2.5%
0.08	2815	2.2%
0	2766	2.2%
Other values (91)	19461	15.4%

Minimum 5 values

Value	Count	Frequency (%)
0	2766	2.2%
0.01	4027	3.2%
0.02	3616	2.9%
0.03	3503	2.8%
0.04	3227	2.6%

Maximum 5 values

Value	Count	Frequency (%)
1	76812	61.0%
0.99	759	0.6%
0.98	97	0.1%
0.97	44	< 0.1%
0.96	16	< 0.1%

serror_rate
Highly correlated

This variable is highly correlated with dst_host_srv_serror_rate and should be ignored for analysis

Correlation	0.9811389586

service
Categorical

Distinct count	70
Unique (%)	0.1%
Missing (%)	0.0%
Missing (n)	0

http	40338
private	21853
domain_u	9043
Other values (67)	54739

Toggle details

Common values
Composition

Value	Count	Frequency (%)
http	40338	32.0%
private	21853	17.3%
domain_u	9043	7.2%
smtp	7313	5.8%
ftp_data	6860	5.4%
eco_i	4586	3.6%
other	4359	3.5%
ecr_i	3077	2.4%
telnet	2353	1.9%
finger	1767	1.4%
Other values (60)	24424	19.4%

Max length	11
Mean length	5.46644916
Min length	3
Contains chars	True
Contains digits	True
Contains spaces	False
Contains non-words	False

src_bytes
Numeric

Distinct count	3341
Unique (%)	2.7%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	45566.743
Minimum	0
Maximum	1379963888
Zeros (%)	39.2%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	44
Q3	276
95-th percentile	1480
Maximum	1379963888
Range	1379963888
Interquartile range	276

Descriptive statistics

Standard deviation	5870331.182
Coef of variation	128.8292907
Kurtosis	39354.12125
Mean	45566.743
MAD	89288.96335
Skewness	190.669347
Sum	5740179316
Variance	3.446078819e+13
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.00000000e+00 5.00000000e-01 2.50000000e+00 4.50000000e+00 5.50000000e+00 ... 5.13265000e+06 5.13387650e+06 5.40016300e+06 2.31821480e+07 1.37996389e+09], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	49392	39.2%
8	3691	2.9%
1	2432	1.9%
44	2334	1.9%
45	2089	1.7%
1032	2001	1.6%
46	1294	1.0%
43	1284	1.0%
105	998	0.8%
147	948	0.8%
Other values (3331)	59510	47.2%

Minimum 5 values

Value	Count	Frequency (%)
0	49392	39.2%
1	2432	1.9%
4	2	< 0.1%
5	28	< 0.1%
6	147	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1379963888	1	< 0.1%
1167519497	1	< 0.1%
693375640	1	< 0.1%
621568663	1	< 0.1%
381709090	1	< 0.1%

srv_count
Numeric

Distinct count	509
Unique (%)	0.4%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	27.73788828
Minimum	0
Maximum	511
Zeros (%)	< 0.1%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
Median	8
Q3	18
95-th percentile	158
Maximum	511
Range	511
Interquartile range	16

Descriptive statistics

Standard deviation	72.63583965
Coef of variation	2.618650667
Kurtosis	24.24448367
Mean	27.73788828
MAD	34.38068086
Skewness	4.694161923
Sum	3494225
Variance	5275.965201
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0.000e+00 5.000e-01 1.500e+00 2.500e+00 3.500e+00 ... 5.075e+02 5.085e+02 5.095e+02 5.105e+02 5.110e+02], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%
5	4636	3.7%
6	4156	3.3%
7	3992	3.2%
8	3697	2.9%
9	3528	2.8%
11	3293	2.6%
Other values (499)	52591	41.7%

Minimum 5 values

Value	Count	Frequency (%)
0	13	< 0.1%
1	25398	20.2%
2	12820	10.2%
3	6336	5.0%
4	5526	4.4%

Maximum 5 values

Value	Count	Frequency (%)
511	1012	0.8%
510	160	0.1%
509	49	< 0.1%
508	11	< 0.1%
507	3	< 0.1%

srv_diff_host_rate
Numeric

Distinct count	60
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0
Infinite (%)	0.0%
Infinite (n)	0

Mean	0.09732164829
Minimum	0
Maximum	1
Zeros (%)	77.5%

Toggle details

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
Median	0
Q3	0
95-th percentile	1
Maximum	1
Range	1
Interquartile range	0

Descriptive statistics

Standard deviation	0.2598304981
Coef of variation	2.669811935
Kurtosis	6.816307244
Mean	0.09732164829
MAD	0.1571138551
Skewness	2.860354518
Sum	12259.9
Variance	0.06751188775
Memory size	984.3 KiB

Histogram with fixed size bins (bins=50)

Histogram with variable size bins (bins=[0. 0.005 0.015 0.025 0.045 ... 0.775 0.815 0.855 0.94 1. ], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
0	97574	77.5%
1	8143	6.5%
0.01	2865	2.3%
0.5	982	0.8%
0.67	975	0.8%
0.12	904	0.7%
0.33	790	0.6%
0.02	771	0.6%
0.11	732	0.6%
0.25	724	0.6%
Other values (50)	11513	9.1%

Minimum 5 values

Value	Count	Frequency (%)
0	97574	77.5%
0.01	2865	2.3%
0.02	771	0.6%
0.03	218	0.2%
0.04	187	0.1%

Maximum 5 values

Value	Count	Frequency (%)
1	8143	6.5%
0.88	1	< 0.1%
0.83	7	< 0.1%
0.8	60	< 0.1%
0.75	235	0.2%

srv_rerror_rate
Highly correlated

This variable is highly correlated with rerror_rate and should be ignored for analysis

Correlation	0.989007653

srv_serror_rate
Highly correlated

This variable is highly correlated with serror_rate and should be ignored for analysis

Correlation	0.9932892425

su_attempted
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125893
2	59
1	21

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	125893	99.9%
2	59	< 0.1%
1	21	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

urgent
Categorical

Distinct count	4
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	125964
1	5
2	3

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	125964	> 99.9%
1	5	< 0.1%
2	3	< 0.1%
3	1	< 0.1%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

wrong_fragment
Categorical

Distinct count	3
Unique (%)	< 0.1%
Missing (%)	0.0%
Missing (n)	0

0	124883
3	884
1	206

Toggle details

Common values
Composition

Value	Count	Frequency (%)
0	124883	99.1%
3	884	0.7%
1	206	0.2%

Max length	1
Mean length	1
Min length	1
Contains chars	False
Contains digits	True
Contains spaces	False
Contains non-words	False

Count
Matrix

First rows

	attack	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_rerror_rate	dst_host_srv_serror_rate	flag	last_flag	logged_in	protocol_type	rerror_rate	same_srv_rate	serror_rate	service	src_bytes	srv_count	srv_diff_host_rate	srv_rerror_rate	srv_serror_rate
0	0	2	0.00	0	150	0.03	0.05	0.17	0.17	0.00	25	0.00	0.00	0.00	SF	20	0	tcp	0.0	1.00	0.0	ftp_data	491	2	0.00	0.0	0.0
1	0	13	0.15	0	255	0.60	0.00	0.88	0.00	0.00	1	0.00	0.00	0.00	SF	15	0	udp	0.0	0.08	0.0	other	146	1	0.00	0.0	0.0
2	1	123	0.07	0	255	0.05	0.00	0.00	0.10	1.00	26	0.00	0.00	1.00	S0	19	0	tcp	0.0	0.05	1.0	private	0	6	0.00	0.0	1.0
3	0	5	0.00	8153	30	0.00	0.00	0.03	1.00	0.03	255	0.04	0.01	0.01	SF	21	1	tcp	0.0	1.00	0.2	http	232	5	0.00	0.0	0.2
4	0	30	0.00	420	255	0.00	0.00	0.00	1.00	0.00	255	0.00	0.00	0.00	SF	21	1	tcp	0.0	1.00	0.0	http	199	32	0.09	0.0	0.0
5	1	121	0.06	0	255	0.07	1.00	0.00	0.07	0.00	19	0.00	1.00	0.00	REJ	21	0	tcp	1.0	0.16	0.0	private	0	19	0.00	1.0	0.0
6	1	166	0.06	0	255	0.05	0.00	0.00	0.04	1.00	9	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.05	1.0	private	0	9	0.00	0.0	1.0
7	1	117	0.06	0	255	0.07	0.00	0.00	0.06	1.00	15	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.14	1.0	private	0	16	0.00	0.0	1.0
8	1	270	0.05	0	255	0.05	0.00	0.00	0.09	1.00	23	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.09	1.0	remote_job	0	23	0.00	0.0	1.0
9	1	133	0.06	0	255	0.06	0.00	0.00	0.05	1.00	13	0.00	0.00	1.00	S0	21	0	tcp	0.0	0.06	1.0	private	0	8	0.00	0.0	1.0

Last rows

	attack	count	diff_srv_rate	dst_bytes	dst_host_count	dst_host_diff_srv_rate	dst_host_rerror_rate	dst_host_same_src_port_rate	dst_host_same_srv_rate	dst_host_serror_rate	dst_host_srv_count	dst_host_srv_diff_host_rate	dst_host_srv_serror_rate	duration	flag	last_flag	logged_in	protocol_type	same_srv_rate	serror_rate	service	src_bytes	srv_count	srv_diff_host_rate	srv_serror_rate
125963	0	3	0.00	1600	255	0.00	0.00	0.00	1.00	0.00	255	0.00	0.0	0	SF	21	1	tcp	1.00	0.00	http	334	3	0.00	0.00
125964	1	128	0.05	0	255	0.06	0.00	0.00	0.05	1.00	12	0.00	1.0	0	S0	21	0	tcp	0.07	1.00	private	0	9	0.00	1.00
125965	0	1	0.00	365	1	0.00	0.00	1.00	1.00	0.00	2	1.00	0.0	0	SF	19	1	tcp	1.00	0.00	smtp	2233	1	0.00	0.00
125966	1	113	0.07	0	255	0.07	0.00	0.00	0.05	1.00	13	0.00	1.0	0	S0	21	0	tcp	0.03	1.00	private	0	3	0.00	1.00
125967	0	3	0.00	375	3	0.00	0.00	0.33	1.00	0.33	255	0.04	0.0	0	SF	18	1	tcp	1.00	0.33	http	359	11	0.18	0.09
125968	1	184	0.06	0	255	0.06	0.00	0.00	0.10	1.00	25	0.00	1.0	0	S0	20	0	tcp	0.14	1.00	private	0	25	0.00	1.00
125969	0	2	0.00	145	255	0.01	0.00	0.01	0.96	0.00	244	0.00	0.0	8	SF	21	0	udp	1.00	0.00	private	105	2	0.00	0.00
125970	0	1	0.00	384	255	0.06	0.01	0.00	0.12	0.72	30	0.00	0.0	0	SF	18	1	tcp	1.00	0.00	smtp	2231	1	0.00	0.00
125971	1	144	0.05	0	255	0.05	0.00	0.00	0.03	1.00	8	0.00	1.0	0	S0	20	0	tcp	0.06	1.00	klogin	0	8	0.00	1.00
125972	0	1	0.00	0	255	0.03	0.00	0.30	0.30	0.00	77	0.00	0.0	0	SF	21	1	tcp	1.00	0.00	ftp_data	151	1	0.00	0.00

Overview

Variables

Correlations

Missing values

Sample

First rows

Last rows